481 lines
20 KiB
Python
481 lines
20 KiB
Python
#!/usr/bin/env python
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"""
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test_tutorial.py
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The tests here are based on David Huynh's Refine tutorial at
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http://davidhuynh.net/spaces/nicar2011/tutorial.pdf The tests perform all the
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Refine actions given in the tutorial (except the web scraping) and verify the
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changes expected to be observed explained in the tutorial.
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These tests require a connection to a Refine server either at
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http://127.0.0.1:3333/ or by specifying environment variables
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GOOGLE_REFINE_HOST and GOOGLE_REFINE_PORT.
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"""
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# Copyright (c) 2011 Paul Makepeace, Real Programmers. All rights reserved.
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import unittest
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from google.refine import facet
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from tests import refinetest
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class TutorialTestFacets(refinetest.RefineTestCase):
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project_file = 'louisiana-elected-officials.csv'
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def test_get_rows(self):
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# Section "2. Exploration using Facets": {3}
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response = self.project.get_rows(limit=10)
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self.assertEqual(len(response.rows), 10)
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self.assertEqual(response.limit, 10)
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self.assertEqual(response.total, 6958)
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self.assertEqual(response.filtered, 6958)
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for row in response.rows:
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self.assertFalse(row.flagged)
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self.assertFalse(row.starred)
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def test_facet(self):
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# Section "2. Exploration using Facets": {4}
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party_code_facet = facet.TextFacet(column='Party Code')
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response = self.project.compute_facets(party_code_facet)
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pc = response.facets[0]
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# test look by index same as look up by facet object
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self.assertEqual(pc, response.facets[party_code_facet])
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self.assertEqual(pc.name, 'Party Code')
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self.assertEqual(pc.choices['D'].count, 3700)
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self.assertEqual(pc.choices['N'].count, 15)
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self.assertEqual(pc.blank_choice.count, 1446)
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# {5}, {6}
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engine = facet.Engine(party_code_facet)
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ethnicity_facet = facet.TextFacet(column='Ethnicity')
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engine.add_facet(ethnicity_facet)
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self.project.engine = engine
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response = self.project.compute_facets()
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e = response.facets[ethnicity_facet]
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self.assertEqual(e.choices['B'].count, 1255)
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self.assertEqual(e.choices['W'].count, 4469)
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# {7}
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ethnicity_facet.include('B')
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response = self.project.get_rows()
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self.assertEqual(response.filtered, 1255)
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indexes = [row.index for row in response.rows]
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self.assertEqual(indexes, [1, 2, 3, 4, 6, 12, 18, 26, 28, 32])
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# {8}
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response = self.project.compute_facets()
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pc = response.facets[party_code_facet]
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self.assertEqual(pc.name, 'Party Code')
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self.assertEqual(pc.choices['D'].count, 1179)
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self.assertEqual(pc.choices['R'].count, 11)
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self.assertEqual(pc.blank_choice.count, 46)
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# {9}
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party_code_facet.include('R')
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response = self.project.compute_facets()
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e = response.facets[ethnicity_facet]
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self.assertEqual(e.choices['B'].count, 11)
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# {10}
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party_code_facet.reset()
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ethnicity_facet.reset()
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response = self.project.get_rows()
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self.assertEqual(response.filtered, 6958)
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# {11}
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office_title_facet = facet.TextFacet('Office Title')
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self.project.engine.add_facet(office_title_facet)
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response = self.project.compute_facets()
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self.assertEqual(len(response.facets[2].choices), 76)
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# {12} - XXX not sure how to interpret bins & baseBins yet
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office_level_facet = facet.NumericFacet('Office Level')
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self.project.engine.add_facet(office_level_facet)
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# {13}
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office_level_facet.From = 300 # from reserved word
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office_level_facet.to = 320
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response = self.project.get_rows()
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self.assertEqual(response.filtered, 1907)
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response = self.project.compute_facets()
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ot = response.facets[office_title_facet]
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self.assertEqual(len(ot.choices), 21)
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self.assertEqual(ot.choices['Chief of Police'].count, 2)
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self.assertEqual(ot.choices['Chief of Police '].count, 211)
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# {14}
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self.project.engine.remove_all()
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response = self.project.get_rows()
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self.assertEqual(response.filtered, 6958)
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# {15}
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phone_facet = facet.TextFacet('Phone', expression='value[0, 3]')
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self.project.engine.add_facet(phone_facet)
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response = self.project.compute_facets()
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p = response.facets[phone_facet]
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self.assertEqual(p.expression, 'value[0, 3]')
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self.assertEqual(p.choices['318'].count, 2331)
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# {16}
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commissioned_date_facet = facet.NumericFacet(
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'Commissioned Date',
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expression='value.toDate().datePart("year")')
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self.project.engine.add_facet(commissioned_date_facet)
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response = self.project.compute_facets()
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cd = response.facets[commissioned_date_facet]
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self.assertEqual(cd.error_count, 959)
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self.assertEqual(cd.numeric_count, 5999)
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# {17}
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office_description_facet = facet.NumericFacet(
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'Office Description',
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expression=r'value.match(/\D*(\d+)\w\w Rep.*/)[0].toNumber()')
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self.project.engine.add_facet(office_description_facet)
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response = self.project.compute_facets()
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od = response.facets[office_description_facet]
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self.assertEqual(od.min, 0)
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self.assertEqual(od.max, 110)
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self.assertEqual(od.numeric_count, 548)
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class TutorialTestEditing(refinetest.RefineTestCase):
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project_file = 'louisiana-elected-officials.csv'
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def test_editing(self):
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# Section "3. Cell Editing": {1}
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self.project.engine.remove_all() # redundant due to setUp
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# {2}
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self.project.text_transform(column='Zip Code 2',
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expression='value.toString()[0, 5]')
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self.assertInResponse('transform on 6067 cells in column Zip Code 2')
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# {3} - XXX history
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# {4}
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office_title_facet = facet.TextFacet('Office Title')
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self.project.engine.add_facet(office_title_facet)
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response = self.project.compute_facets()
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self.assertEqual(len(response.facets[office_title_facet].choices), 76)
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self.project.text_transform('Office Title', 'value.trim()')
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self.assertInResponse('6895')
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response = self.project.compute_facets()
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self.assertEqual(len(response.facets[office_title_facet].choices), 67)
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# {5}
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self.project.edit('Office Title', 'Councilmen', 'Councilman')
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self.assertInResponse('13')
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response = self.project.compute_facets()
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self.assertEqual(len(response.facets[office_title_facet].choices), 66)
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# {6}
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response = self.project.compute_clusters('Office Title')
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self.assertTrue(not response)
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# {7}
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clusters = self.project.compute_clusters('Office Title', 'knn')
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self.assertEqual(len(clusters), 7)
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first_cluster = clusters[0]
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self.assertEqual(len(first_cluster), 2)
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self.assertEqual(first_cluster[0]['value'], 'RSCC Member')
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self.assertEqual(first_cluster[0]['count'], 233)
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# Not strictly necessary to repeat 'Council Member' but a test
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# of mass_edit, and it's also what the front end sends.
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self.project.mass_edit('Office Title', [{
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'from': ['Council Member', 'Councilmember'],
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'to': 'Council Member'
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}])
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self.assertInResponse('372')
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response = self.project.compute_facets()
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self.assertEqual(len(response.facets[office_title_facet].choices), 65)
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# Section "4. Row and Column Editing, Batched Row Deletion"
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# Test doesn't strictly follow the tutorial as the "Browse this
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# cluster" performs a text facet which the server can't complete
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# as it busts its max facet count. The useful work is done with
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# get_rows(). Also, we can facet & select in one; the UI can't.
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# {1}, {2}, {3}, {4}
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clusters = self.project.compute_clusters('Candidate Name')
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for cluster in clusters[0:3]: # just do a few
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for match in cluster:
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# {2}
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if match['value'].endswith(', '):
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response = self.project.get_rows(
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facet.TextFacet('Candidate Name', match['value']))
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self.assertEqual(len(response.rows), 1)
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for row in response.rows:
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self.project.star_row(row)
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self.assertInResponse(str(row.index + 1))
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# {5}, {6}, {7}
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response = self.project.compute_facets(facet.StarredFacet(True))
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self.assertEqual(len(response.facets[0].choices), 2) # true & false
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self.assertEqual(response.facets[0].choices[True].count, 3)
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self.project.remove_rows()
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self.assertInResponse('3 rows')
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class TutorialTestDuplicateDetection(refinetest.RefineTestCase):
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project_file = 'duplicates.csv'
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def test_duplicate_detection(self):
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# Section "4. Row and Column Editing,
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# Duplicate Row Detection and Deletion"
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# {7}, {8}
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response = self.project.get_rows(sort_by='email')
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indexes = [row.index for row in response.rows]
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self.assertEqual(indexes, [4, 9, 8, 3, 0, 2, 5, 6, 1, 7])
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# {9}
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self.project.reorder_rows()
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self.assertInResponse('Reorder rows')
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response = self.project.get_rows()
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indexes = [row.index for row in response.rows]
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self.assertEqual(indexes, range(10))
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# {10}
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self.project.add_column(
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'email', 'count', 'facetCount(value, "value", "email")')
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self.assertInResponse('column email by filling 10 rows')
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response = self.project.get_rows()
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self.assertEqual(self.project.column_order['email'], 0) # i.e. 1st
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self.assertEqual(self.project.column_order['count'], 1) # i.e. 2nd
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counts = [row['count'] for row in response.rows]
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self.assertEqual(counts, [2, 2, 1, 1, 3, 3, 3, 1, 2, 2])
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# {11}
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self.assertFalse(self.project.has_records)
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self.project.blank_down('email')
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self.assertInResponse('Blank down 4 cells')
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self.assertTrue(self.project.has_records)
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response = self.project.get_rows()
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emails = [1 if row['email'] else 0 for row in response.rows]
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self.assertEqual(emails, [1, 0, 1, 1, 1, 0, 0, 1, 1, 0])
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# {12}
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blank_facet = facet.BlankFacet('email', selection=True)
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# {13}
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self.project.remove_rows(blank_facet)
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self.assertInResponse('Remove 4 rows')
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self.project.engine.remove_all()
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response = self.project.get_rows()
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email_counts = [(row['email'], row['count']) for row in response.rows]
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self.assertEqual(email_counts, [
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(u'arthur.duff@example4.com', 2),
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(u'ben.morisson@example6.org', 1),
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(u'ben.tyler@example3.org', 1),
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(u'danny.baron@example1.com', 3),
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(u'jean.griffith@example5.org', 1),
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(u'melanie.white@example2.edu', 2)
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])
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class TutorialTestTransposeColumnsIntoRows(refinetest.RefineTestCase):
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project_file = 'us_economic_assistance.csv'
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def test_transpose_columns_into_rows(self):
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# Section "5. Structural Editing, Transpose Columns into Rows"
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# {1}, {2}, {3}
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self.project.transpose_columns_into_rows('FY1946', 64, 'pair')
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self.assertInResponse('64 column(s) starting with FY1946')
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# {4}
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self.project.add_column('pair', 'year', 'value[2,6].toNumber()')
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self.assertInResponse('filling 26185 rows')
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# {5}
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self.project.text_transform(
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column='pair', expression='value.substring(7).toNumber()')
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self.assertInResponse('transform on 26185 cells')
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# {6}
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self.project.rename_column('pair', 'amount')
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self.assertInResponse('Rename column pair to amount')
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# {7}
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self.project.fill_down('country_name')
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self.assertInResponse('Fill down 23805 cells')
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self.project.fill_down('program_name')
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self.assertInResponse('Fill down 23805 cells')
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# spot check of last row for transforms and fill down
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response = self.project.get_rows()
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row10 = response.rows[9]
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self.assertEqual(row10['country_name'], 'Afghanistan')
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self.assertEqual(row10['program_name'],
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'Department of Defense Security Assistance')
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self.assertEqual(row10['amount'], 113777303)
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class TutorialTestTransposeFixedNumberOfRowsIntoColumns(
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refinetest.RefineTestCase):
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project_file = 'fixed-rows.csv'
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project_file_options = {'split_into_columns': False,
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'header_lines': 0}
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def test_transpose_fixed_number_of_rows_into_columns(self):
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# Section "5. Structural Editing,
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# Transpose Fixed Number of Rows into Columns"
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# {1}
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self.assertTrue('Column' in self.project.column_order)
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# {8}
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self.project.transpose_rows_into_columns('Column', 4)
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self.assertInResponse('Transpose every 4 cells in column Column')
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# {9} - renaming column triggers a bug in Refine
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# {10}
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self.project.add_column(
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'Column 1', 'Transaction',
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'if(value.contains(" sent "), "send", "receive")')
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self.assertInResponse('Column 1 by filling 4 rows')
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# {11}
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transaction_facet = facet.TextFacet(column='Transaction',
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selection='send')
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self.project.engine.add_facet(transaction_facet)
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self.project.compute_facets()
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# {12}, {13}, {14}
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self.project.add_column(
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'Column 1', 'Sender',
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'value.partition(" sent ")[0]')
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# XXX resetting the facet shows data in rows with Transaction=receive
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# which shouldn't have been possible with the facet.
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self.project.add_column(
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'Column 1', 'Recipient',
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'value.partition(" to ")[2].partition(" on ")[0]')
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self.project.add_column(
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'Column 1', 'Amount',
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'value.partition(" sent ")[2].partition(" to ")[0]')
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# {15}
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transaction_facet.reset().include('receive')
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self.project.get_rows()
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# XXX there seems to be some kind of bug where the model doesn't
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# match get_rows() output - cellIndex being returned that are
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# out of range.
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#self.assertTrue(a_row['Sender'] is None)
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#self.assertTrue(a_row['Recipient'] is None)
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#self.assertTrue(a_row['Amount'] is None)
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# {16}
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for column, expression in (
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('Sender',
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'cells["Column 1"].value.partition(" from ")[2].partition(" on ")[0]'),
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('Recipient',
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'cells["Column 1"].value.partition(" received ")[0]'),
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('Amount',
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'cells["Column 1"].value.partition(" received ")[2].partition(" from ")[0]')
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):
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self.project.text_transform(column, expression)
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self.assertInResponse('2 cells')
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# {17}
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transaction_facet.reset()
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# {18}
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self.project.text_transform('Column 1', 'value.partition(" on ")[2]')
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self.assertInResponse('4 cells')
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# {19}
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self.project.reorder_columns(['Transaction', 'Amount', 'Sender',
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'Recipient'])
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self.assertInResponse('Reorder columns')
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class TutorialTestTransposeVariableNumberOfRowsIntoColumns(
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refinetest.RefineTestCase):
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project_file = 'variable-rows.csv'
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project_file_options = {'split_into_columns': False,
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'header_lines': 0}
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def test_transpose_variable_number_of_rows_into_columns(self):
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# {20}, {21}
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self.project.add_column(
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'Column', 'First Line', 'if(value.contains(" on "), value, null)')
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self.assertInResponse('Column by filling 4 rows')
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response = self.project.get_rows()
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first_names = [row['First Line'][0:10] if row['First Line'] else None
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for row in response.rows]
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self.assertEqual(first_names, [
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'Tom Dalton', None, None, None,
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'Morgan Law', None, None, None, None, 'Eric Batem'])
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# {22}
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self.project.move_column('First Line', 0)
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self.assertInResponse('Move column First Line to position 0')
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self.assertEqual(self.project.column_order['First Line'], 0)
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# {23}
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self.project.engine.mode = 'record-based'
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response = self.project.get_rows()
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self.assertEqual(response.mode, 'record-based')
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self.assertEqual(response.filtered, 4)
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# {24}
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self.project.add_column(
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'Column', 'Status', 'row.record.cells["Column"].value[-1]')
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self.assertInResponse('filling 18 rows')
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# {25}
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self.project.text_transform(
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'Column', 'row.record.cells["Column"].value[1, -1].join("|")')
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self.assertInResponse('18 cells')
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# {26}
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self.project.engine.mode = 'row-based'
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# {27}
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blank_facet = facet.BlankFacet('First Line', selection=True)
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self.project.remove_rows(blank_facet)
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self.assertInResponse('Remove 14 rows')
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self.project.engine.remove_all()
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# {28}
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self.project.split_column('Column', separator='|')
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self.assertInResponse('Split 4 cell(s) in column Column')
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class TutorialTestWebScraping(refinetest.RefineTestCase):
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project_file = 'eli-lilly.csv'
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filter_expr_1 = """
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forEach(
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value[2,-2].replace(" ", " ").split("), ("),
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v,
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v[0,-1].partition(", '", true).join(":")
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).join("|")
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"""
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filter_expr_2 = """
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filter(
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value.split("|"), p, p.partition(":")[0].toNumber() == %d
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)[0].partition(":")[2]
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"""
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def test_web_scraping(self):
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# Section "6. Web Scraping"
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# {1}, {2}
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self.project.split_column('key', separator=':')
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self.assertInResponse('Split 5409 cell(s) in column key')
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self.project.rename_column('key 1', 'page')
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self.assertInResponse('Rename column key 1 to page')
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self.project.rename_column('key 2', 'top')
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self.assertInResponse('Rename column key 2 to top')
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self.project.move_column('line', 'end')
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self.assertInResponse('Move column line to position 2')
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# {3}
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self.project.sorting = facet.Sorting([
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{'column': 'page', 'valueType': 'number'},
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{'column': 'top', 'valueType': 'number'},
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])
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self.project.reorder_rows()
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self.assertInResponse('Reorder rows')
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first_row = self.project.get_rows(limit=1).rows[0]
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self.assertEqual(first_row['page'], 1)
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self.assertEqual(first_row['top'], 24)
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# {4}
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filter_facet = facet.TextFilterFacet('line', 'ahman')
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rows = self.project.get_rows(filter_facet).rows
|
|
self.assertEqual(len(rows), 1)
|
|
self.assertEqual(rows[0]['top'], 106)
|
|
filter_facet.query = 'alvarez'
|
|
rows = self.project.get_rows().rows
|
|
self.assertEqual(len(rows), 2)
|
|
self.assertEqual(rows[-1]['top'], 567)
|
|
self.project.engine.remove_all()
|
|
# {5} - tutorial says 'line'; it means 'top'
|
|
line_facet = facet.NumericFacet('top')
|
|
line_facet.to = 100
|
|
self.project.remove_rows(line_facet)
|
|
self.assertInResponse('Remove 775 rows')
|
|
line_facet.From = 570
|
|
line_facet.to = 600
|
|
self.project.remove_rows(line_facet)
|
|
self.assertInResponse('Remove 71 rows')
|
|
line_facet.reset()
|
|
response = self.project.get_rows()
|
|
self.assertEqual(response.filtered, 4563)
|
|
# {6}
|
|
page_facet = facet.TextFacet('page', 1) # 1 not '1'
|
|
self.project.engine.add_facet(page_facet)
|
|
# {7}
|
|
rows = self.project.get_rows().rows
|
|
# Look for a row with a name in it by skipping HTML
|
|
name_row = [row for row in rows if '<b>' not in row['line']][0]
|
|
self.assertTrue('WELLNESS' in name_row['line'])
|
|
self.assertEqual(name_row['top'], 161)
|
|
line_facet.From = 20
|
|
line_facet.to = 160
|
|
self.project.remove_rows()
|
|
self.assertInResponse('Remove 9 rows')
|
|
self.project.engine.remove_all()
|
|
# {8}
|
|
self.project.text_transform('line', expression=self.filter_expr_1)
|
|
self.assertInResponse('Text transform on 4554 cells in column line')
|
|
# {9} - XXX following is generating Java exceptions
|
|
#filter_expr = self.filter_expr_2 % 16
|
|
#self.project.add_column('line', 'Name', expression=filter_expr)
|
|
# {10} to the final {19} - nothing new in terms of exercising the API.
|
|
|
|
|
|
if __name__ == '__main__':
|
|
unittest.main()
|